GithubHelp home page GithubHelp logo

1163710217 / cyclegan_ctdenoising Goto Github PK

View Code? Open in Web Editor NEW

This project forked from mayinjin/cyclegan_ctdenoising

0.0 1.0 0.0 415 KB

Low Dose CT Image Denoising Using a Cycle-Consistent Adversarial Networks.

Python 100.00%

cyclegan_ctdenoising's Introduction

cycleGAN_denoising

Low Dose CT Image Denoising Using a Cycle-Consistent Adversarial Networks.

  • X : LDCT (64x64 patch extracted from a 512x512 image.)
  • Y : NDCT (64x64 patch extracted from a 512x512 image.)

Training Loss (~100 epoch)

Result

---- LDCT 20ep 40ep 60ep 80ep 100ep
PSNR 45.1087(1.5780) 33.6883(2.3005) 34.6436(2.4673) 38.0709(0.7668) 37.0799(1.1700) 36.6317(1.2361)
SSIM 0.9708(0.0107) 0.7542(0.1212) 0.8087(0.1116) 0.9428(0.0112) 0.8889(0.0305) 0.8772(0.0267)
RMSE 23.1228(4.1781) 87.8086(24.3624) 78.8303(20.7045) 51.3466(4.5541) 57.8417(7.6144) 60.9726(8.5801)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.